# Pipeless Recommendations MCP

Vendor: Pipeless Recommendations  
Category: other  
Auth: API_KEY  
Composio slug: `pipeless`

Pipeless provides graph-based activity feeds and personalized recommendations from application event data.

## Tools

- **Create Event** — Record one typed relationship event for Pipeless activity and recommendation algorithms. Referenced object records may be created or retained and are not removed when the event is later deleted.
- **Create Events Batch** — Record 1 to 10 relationship events in one Pipeless request. Referenced object records may be created or retained and are not removed when the events are later deleted.
- **Delete Event** — Delete event records matching an exact start object, relationship type and timestamp, and end object. Wildcard deletion is not supported by this tool.
- **List Activity Feed** — Return one cursor-controlled chronological page of actions by objects followed by a specified object.
- **List Object Activity** — Return one cursor-controlled page of incoming or outgoing relationship activity involving a specific object.
- **List Recent Events** — Return the most recent events sent to the app, up to the requested limit; Pipeless provides no continuation cursor for this read.
- **List Recommended Content** — Return a bounded personalized list of content recommendations for an object using configurable positive, negative, tag, author, follow, and dismissal signals.
- **List Related Content** — Return content objects related to a target content object using optional tag and collaborative-interaction signals.
- **List Users To Follow** — Return a bounded personalized list of user or account objects that the specified object may want to follow.
- **Rank Content** — Rank a supplied set of content IDs for an object and report which IDs Pipeless could rank.

## Setup

1. Create or open a Switchy Project.
2. Open Integrations and connect Pipeless Recommendations.
3. Authorise through api_key.
4. Teammates can now @-mention Pipeless Recommendations tools in chat.

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Last verified: 2026-09-03T02:00:04.194Z  
Canonical URL: https://switchy.build/directory/mcps/pipeless